Unverified50% confidenceFactExact time
HumanEval+ is an enhanced version of HumanEval by the EvalPlus team that expands the number of test cases and can detect code correctness more rigorously.
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50%
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Long-term
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10/23/2026
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VerifiedHumanEval was developed in-house by OpenAI and is specifically designed to test the functional correctness rate of code generation.72% similarUnverifiedScores on code generation benchmarks (such as HumanEval) are already approaching saturation.70% similarUnverifiedHumanEval tests whether a model can complete isolated function snippets, whereas real-world engineering more commonly involves locating issues in large codebases, understanding business logic, and making cross-file modifications.66% similarUnverifiedHumanEval以代码能否通过单元测试为唯一评判标准65% similarUnverifiedHumanEval基准测试由OpenAI于2021年随Codex模型论文一同发布，包含164道编程题，Pass@1指一次生成即通过全部测试用例的比例64% similar
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